{"id":91460,"date":"2026-08-07T23:14:55","date_gmt":"2026-08-07T15:14:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/91460.html"},"modified":"2026-08-07T23:14:55","modified_gmt":"2026-08-07T15:14:55","slug":"llm-%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%89%e7%a7%8d%e4%b8%bb%e6%b5%81%e6%8e%a5%e5%85%a5%e6%96%b9%e5%bc%8f%e8%af%a6%e8%a7%a3%ef%bc%88api-%e6%9c%ac%e5%9c%b0%e9%83%a8%e7%bd%b2-sdk%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/91460.html","title":{"rendered":"LLM \u5927\u6a21\u578b\u4e09\u79cd\u4e3b\u6d41\u63a5\u5165\u65b9\u5f0f\u8be6\u89e3\uff08API \/ \u672c\u5730\u90e8\u7f72 \/ SDK\uff09"},"content":{"rendered":"

\"\"<\/p>\n

\u6458\u8981：\u672c\u6587\u6df1\u5165\u8bb2\u89e3 LLM \u7684\u4e09\u79cd\u4e3b\u6d41\u63a5\u5165\u65b9\u5f0f<\/span>\u2014\u2014API \u63a5\u5165<\/span>\u3001\u672c\u5730\u90e8\u7f72\u63a5\u5165<\/span>\u3001SDK \u63a5\u5165<\/span>，\u4ece\u73af\u5883\u51c6\u5907\u5230\u4ee3\u7801\u5b9e\u6218，\u624b\u628a\u624b\u6559\u4f60\u5c06\u5927\u6a21\u578b\u80fd\u529b\u96c6\u6210\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\u3002\u6587\u7ae0\u5305\u542b\u5b8c\u6574\u7684\u4ee3\u7801\u793a\u4f8b\u3001\u4f18\u7f3a\u70b9\u5bf9\u6bd4\u548c\u5e38\u89c1\u95ee\u9898\u5206\u6790，\u52a9\u4f60\u6839\u636e\u4e1a\u52a1\u573a\u666f\u9009\u62e9\u6700\u5408\u9002\u7684\u63a5\u5165\u65b9\u6848\u3002<\/p>\n

\u4e00\u3001LLM \u7684\u63a5\u5165\u65b9\u5f0f<\/h2>\n

\u5728\u524d\u9762\u7684\u7ae0\u8282\u4e2d，\u6211\u4eec\u5df2\u7ecf\u7cfb\u7edf\u4e86\u89e3\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u672c\u6982\u5ff5\u3001\u6838\u5fc3\u80fd\u529b\u548c\u63d0\u793a\u8bcd\u7f16\u5199\u6280\u5de7\u3002\u90a3\u4e48，\u5982\u4f55\u5c06\u8fd9\u4e9b\u5f3a\u5927\u7684\u80fd\u529b\u771f\u6b63\u63a5\u5165\u5230\u81ea\u5df1\u7684\u9879\u76ee\u6216\u4ea7\u54c1\u4e2d\u5462？<\/p>\n

\u76ee\u524d\u4e1a\u754c\u4e3b\u6d41\u7684 LLM \u63a5\u5165\u65b9\u5f0f\u6709\u4e09\u79cd：<\/p>\n\n\n\n

\u63a5\u5165\u65b9\u5f0f<\/p>\n

\u6280\u672f\u95e8\u69db<\/p>\n

\u6210\u672c<\/p>\n

\u6570\u636e\u5b89\u5168<\/p>\n

\u9002\u7528\u573a\u666f<\/p>\n<\/tr>\n

\n\n\n
\n

API \u63a5\u5165<\/p>\n<\/td>\n

\n

\u4f4e<\/p>\n<\/td>\n

\n

\u6309\u91cf\u4ed8\u8d39<\/p>\n<\/td>\n

\n

\u6570\u636e\u4e0a\u4f20\u81f3\u670d\u52a1\u5546<\/p>\n<\/td>\n

\n

\u5feb\u901f\u9a8c\u8bc1\u3001\u4e2d\u5c0f\u89c4\u6a21\u5e94\u7528<\/p>\n<\/td>\n<\/tr>\n

\n

\u672c\u5730\u63a5\u5165<\/p>\n<\/td>\n

\n

\u9ad8<\/p>\n<\/td>\n

\n

\u786c\u4ef6\u6295\u5165\u5927<\/p>\n<\/td>\n

\n

\u5b8c\u5168\u672c\u5730\u53ef\u63a7<\/p>\n<\/td>\n

\n

\u9690\u79c1\u8981\u6c42\u9ad8\u3001\u5927\u89c4\u6a21\u5e94\u7528<\/p>\n<\/td>\n<\/tr>\n

\n

SDK \u63a5\u5165<\/p>\n<\/td>\n

\n

\u4e2d<\/p>\n<\/td>\n

\n

\u6309\u9700\u4ed8\u8d39<\/p>\n<\/td>\n

\n

\u53d6\u51b3\u4e8e SDK \u63d0\u4f9b\u5546<\/p>\n<\/td>\n

\n

\u79fb\u52a8\u7aef\/\u684c\u9762\u7aef\u5e94\u7528\u96c6\u6210<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e0b\u9762\u6211\u4eec\u5c06\u9010\u4e00\u6df1\u5165\u8bb2\u89e3\u6bcf\u79cd\u63a5\u5165\u65b9\u5f0f\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n

1.1 API \u63a5\u5165<\/h3>\n

API（Application Programming Interface）\u63a5\u5165\u662f\u6700\u7b80\u5355<\/span>\u3001\u6700\u5feb\u901f<\/span>\u7684\u65b9\u5f0f，\u9002\u5408\u7edd\u5927\u591a\u6570\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u5feb\u901f\u96c6\u6210\u5927\u6a21\u578b\u80fd\u529b\u3002<\/p>\n

1.1.1 \u4e3b\u6d41 LLM API \u6982\u89c8<\/h4>\n\n\n\n

\u670d\u52a1\u5546<\/p>\n

API \u6587\u6863<\/p>\n

\u7279\u70b9<\/p>\n

\u8ba1\u8d39\u65b9\u5f0f<\/p>\n<\/tr>\n

\n\n\n\n\n\n\n\n
\n

OpenAI<\/p>\n<\/td>\n

\n

platform.openai.com<\/p>\n<\/td>\n

\n

\u80fd\u529b\u6700\u5f3a，\u751f\u6001\u6700\u5b8c\u5584<\/p>\n<\/td>\n

\n

\u6309 token \u8ba1\u8d39<\/p>\n<\/td>\n<\/tr>\n

\n

Anthropic<\/p>\n<\/td>\n

\n

docs.anthropic.com<\/p>\n<\/td>\n

\n

\u957f\u4e0a\u4e0b\u6587，\u5b89\u5168\u6027\u9ad8<\/p>\n<\/td>\n

\n

\u6309 token \u8ba1\u8d39<\/p>\n<\/td>\n<\/tr>\n

\n

\u963f\u91cc\u4e91（\u901a\u4e49\u5343\u95ee）<\/p>\n<\/td>\n

\n

help.aliyun.com<\/p>\n<\/td>\n

\n

\u56fd\u5185\u8bbf\u95ee\u7a33\u5b9a，\u4e2d\u6587\u4f18\u5316<\/p>\n<\/td>\n

\n

\u6309 token \u8ba1\u8d39<\/p>\n<\/td>\n<\/tr>\n

\n

\u767e\u5ea6\u667a\u80fd\u4e91（\u6587\u5fc3）<\/p>\n<\/td>\n

\n

cloud.baidu.com<\/p>\n<\/td>\n

\n

\u4e2d\u6587\u7406\u89e3\u5f3a，\u641c\u7d22\u878d\u5408<\/p>\n<\/td>\n

\n

\u6309 token \u8ba1\u8d39<\/p>\n<\/td>\n<\/tr>\n

\n

DeepSeek<\/p>\n<\/td>\n

\n

platform.deepseek.com<\/p>\n<\/td>\n

\n

\u5f00\u6e90\u6a21\u578b，\u6027\u4ef7\u6bd4\u6781\u9ad8<\/p>\n<\/td>\n

\n

\u6309 token \u8ba1\u8d39<\/p>\n<\/td>\n<\/tr>\n

\n

\u6708\u4e4b\u6697\u9762（Kimi）<\/p>\n<\/td>\n

\n

platform.moonshot.cn<\/p>\n<\/td>\n

\n

\u8d85\u957f\u4e0a\u4e0b\u6587，\u6587\u6863\u5904\u7406\u5f3a<\/p>\n<\/td>\n

\n

\u6309 token \u8ba1\u8d39<\/p>\n<\/td>\n<\/tr>\n

\n

\u8baf\u98de\u661f\u706b<\/p>\n<\/td>\n

\n

xinghuo.xfyun.cn<\/p>\n<\/td>\n

\n

\u8bed\u97f3\u80fd\u529b\u5f3a<\/p>\n<\/td>\n

\n

\u6309 token \u8ba1\u8d39<\/p>\n<\/td>\n<\/tr>\n

\n

\u7845\u57fa\u6d41\u52a8 \/ OneAPI<\/p>\n<\/td>\n

\n

–<\/p>\n<\/td>\n

\n

\u7edf\u4e00\u805a\u5408\u63a5\u53e3，\u5207\u6362\u65b9\u4fbf<\/p>\n<\/td>\n

\n

\u5404\u5e73\u53f0\u539f\u4ef7<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.1.2\u4ee5deepseek\u4e3a\u4f8b\u63a5\u5165<\/h4>\n

1.\u7533\u8bf7API Key<\/h5>\n

\"\"<\/p>\n

2.\u67e5\u9605API\u6587\u6863<\/h5>\n

\u4e86\u89e3\u8bf7\u6c42\u7684\u7aef\u70b9\u3001\u53c2\u6570（\u5982\u6a21\u578b\u540d\u79f0\u3001\u63d0\u793a\u8bcd\u3001\u6e29\u5ea6\u3001\u6700\u5927\u751f\u6210\u957f\u5ea6\u7b49）\u548c\u8fd4\u56de\u7684\u6570\u636e\u683c\u5f0f\u3002<\/p>\n

\"\"<\/p>\n

3.\u6784\u5efa HTTP \u8bf7\u6c42<\/h5>\n

\u5728\u4f60\u7684\u4ee3\u7801\u4e2d，\u4f7f\u7528 HTTP \u5ba2\u6237\u7aef\u5e93（\u5982 Python \u7684 requests）\u6784\u5efa\u4e00\u4e2a\u5305\u542b API Key（\u901a\u5e38\u5728 Header \u4e2d）\u548c\u8bf7\u6c42\u4f53（JSON \u683c\u5f0f，\u5305\u542b\u4f60\u7684\u63d0\u793a\u548c\u53c2\u6570）\u7684\u8bf7\u6c42\u3002<\/p>\n

1.\u4e0b\u8f7dapifox<\/h6>\n

https:\/\/apifox.com\/<\/p>\n

\u4e0b\u8f7d\u8fdb\u5165<\/p>\n

1\u3001<\/p>\n

\"\"<\/p>\n

2\u3001<\/p>\n

\"\"<\/p>\n

3\u3001<\/p>\n

\"\"<\/p>\n

https:\/\/api.deepseek.com\/v1\/chat\/completions <\/p>\n

4\u3001<\/p>\n

\"\"<\/p>\n

5\u3001<\/p>\n

\"\"<\/p>\n

6\u3001<\/p>\n

\"\"<\/p>\n

7\u3001<\/p>\n

\"\"<\/p>\n

1.2 \u672c\u5730\u63a5\u5165<\/h3>\n

\u5927\u6a21\u578b\u672c\u5730\u90e8\u7f72，\u8fd9\u79cd\u65b9\u5f0f\u5c31\u662f\u5c06\u5f00\u6e90<\/span>\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b（\u5982 Llama\u3001ChatGLM\u3001Qwen \u7b49）\u90e8\u7f72\u5728\u4f60\u81ea\u5df1\u7684\u786c\u4ef6\u73af\u5883<\/span>（\u672c\u5730\u670d\u52a1\u5668\u6216\u79c1\u6709\u4e91）\u4e2d\u3002\u6838\u5fc3\u6982\u5ff5\u5c31\u662f，\u5c06\u4e0b\u8f7d\u6a21\u578b\u7684\u6587\u4ef6（\u6743\u91cd\u548c\u914d\u7f6e\u6587\u4ef6），\u4f7f\u7528\u4e13\u95e8\u7684\u63a8\u7406\u6846\u67b6\u5728\u672c\u5730\u670d\u52a1\u5668\u6216 GPU \u4e0a\u52a0\u8f7d\u5e76\u8fd0\u884c\u6a21\u578b，\u7136\u540e\u901a\u8fc7\u7c7b\u4f3c API \u7684\u65b9\u5f0f\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n

\u5178\u578b\u6d41\u7a0b\u662f：<\/p>\n

  • \u83b7\u53d6\u6a21\u578b：\u4ece Hugging Face（\u56fd\u5916）\u3001\u9b54\u642d\u793e\u533a（\u56fd\u5185）\u7b49\u5e73\u53f0\u4e0b\u8f7d\u5f00\u6e90\u6a21\u578b\u7684\u6743\u91cd\u3002<\/li>\n
  • \u51c6\u5907\u73af\u5883：\u914d\u7f6e\u5177\u6709\u8db3\u591f\u663e\u5b58（\u5982 NVIDIA GPU）\u7684\u670d\u52a1\u5668，\u5b89\u88c5\u5fc5\u8981\u7684\u9a71\u52a8\u548c\u63a8\u7406\u6846\u67b6\u3002<\/li>\n
  • \u9009\u62e9\u63a8\u7406\u6846\u67b6：\u4f7f\u7528\u4e13\u4e3a\u751f\u4ea7\u73af\u5883\u8bbe\u8ba1\u7684\u6846\u67b6\u6765\u90e8\u7f72\u6a21\u578b，\u4f8b\u5982：\n
      \n
    • vLLM：\u7279\u522b\u6ce8\u91cd\u9ad8\u541e\u5410\u91cf\u7684\u63a8\u7406\u670d\u52a1，\u6027\u80fd\u6781\u4f73\u3002<\/li>\n
    • TGI：Hugging Face \u63a8\u51fa\u7684\u63a8\u7406\u6846\u67b6，\u529f\u80fd\u5168\u9762\u3002<\/li>\n
    • Ollama：\u975e\u5e38\u7528\u6237\u53cb\u597d，\u53ef\u4ee5\u4e00\u952e\u62c9\u53d6\u548c\u8fd0\u884c\u6a21\u578b，\u9002\u5408\u5feb\u901f\u5165\u95e8\u548c\u672c\u5730\u5f00\u53d1\u3002<\/li>\n
    • LM Studio：\u63d0\u4f9b\u56fe\u5f62\u5316\u754c\u9762，\u8ba9\u672c\u5730\u8fd0\u884c\u6a21\u578b\u50cf\u4f7f\u7528\u8f6f\u4ef6\u4e00\u6837\u7b80\u5355\u3002<\/li>\n<\/ul>\n<\/li>\n
    • \u542f\u52a8\u670d\u52a1\u5e76\u8c03\u7528：\u6846\u67b6\u4f1a\u542f\u52a8\u4e00\u4e2a\u672c\u5730 API \u670d\u52a1\u5668（\u5982 http:\/\/localhost:8000），\u4f60\u53ef\u4ee5\u50cf\u8c03\u7528\u4e91\u7aef API \u4e00\u6837\u5411\u8fd9\u4e2a\u672c\u5730\u5730\u5740\u53d1\u9001\u8bf7\u6c42\u3002<\/li>\n

      \u4ee5 Ollama \u4e3a\u4f8b，\u4e0b\u9762\u6211\u4eec\u6765\u6f14\u793a\u4e0b\u5177\u4f53\u8fc7\u7a0b\u3002<\/p>\n

      1.1.1 \u672c\u5730\u90e8\u7f72\u7684\u6838\u5fc3\u6311\u6218<\/h4>\n\n\n\n

      \u6311\u6218<\/p>\n

      \u8bf4\u660e<\/p>\n<\/tr>\n

      \n\n\n\n
      \n

      \u786c\u4ef6\u8981\u6c42<\/p>\n<\/td>\n

      		\n

      \u5927\u6a21\u578b\u9700\u8981 GPU\/TPU，\u663e\u5b58\u9700\u6c42\u5927<\/p>\n<\/td>\n<\/tr>\n

      \n

      \u663e\u5b58\u8ba1\u7b97<\/p>\n<\/td>\n

      		\n

      \u6bcf 10 \u4ebf\u53c2\u6570\u7ea6\u9700 2~4GB \u663e\u5b58（FP16）<\/p>\n<\/td>\n<\/tr>\n

      \n

      \u63a8\u7406\u901f\u5ea6<\/p>\n<\/td>\n

      		\n

      \u672c\u5730\u786c\u4ef6\u53ef\u80fd\u4e0d\u5982\u4e91\u7aef API \u5feb<\/p>\n<\/td>\n<\/tr>\n

      \n

      \u8fd0\u7ef4\u6210\u672c<\/p>\n<\/td>\n

      		\n

      \u9700\u8981\u81ea\u884c\u7ef4\u62a4\u6a21\u578b\u3001\u6846\u67b6\u3001\u9a71\u52a8<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u663e\u5b58\u9700\u6c42\u53c2\u8003\u8868：<\/p>\n\n\n\n

      \u6a21\u578b<\/p>\n

      \u53c2\u6570\u91cf<\/p>\n

      FP16 \u663e\u5b58<\/p>\n

      INT8 \u91cf\u5316<\/p>\n

      INT4 \u91cf\u5316<\/p>\n<\/tr>\n

      \n\n\n\n\n
      \n

      Llama 3<\/p>\n<\/td>\n

      		\n

      8B<\/p>\n<\/td>\n

      		\n

      ~16GB<\/p>\n<\/td>\n

      		\n

      ~8GB<\/p>\n<\/td>\n

      		\n

      ~4GB<\/p>\n<\/td>\n<\/tr>\n

      \n

      Llama 3<\/p>\n<\/td>\n

      		\n

      70B<\/p>\n<\/td>\n

      		\n

      ~140GB<\/p>\n<\/td>\n

      		\n

      ~70GB<\/p>\n<\/td>\n

      		\n

      ~35GB<\/p>\n<\/td>\n<\/tr>\n

      \n

      Qwen2<\/p>\n<\/td>\n

      		\n

      7B<\/p>\n<\/td>\n

      		\n

      ~14GB<\/p>\n<\/td>\n

      		\n

      ~7GB<\/p>\n<\/td>\n

      		\n

      ~3.5GB<\/p>\n<\/td>\n<\/tr>\n

      \n

      Qwen2<\/p>\n<\/td>\n

      		\n

      72B<\/p>\n<\/td>\n

      		\n

      ~144GB<\/p>\n<\/td>\n

      		\n

      ~72GB<\/p>\n<\/td>\n

      		\n

      ~36GB<\/p>\n<\/td>\n<\/tr>\n

      \n

      DeepSeek<\/p>\n<\/td>\n

      		\n

      7B<\/p>\n<\/td>\n

      		\n

      ~14GB<\/p>\n<\/td>\n

      		\n

      ~7GB<\/p>\n<\/td>\n

      		\n

      ~3.5GB<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      1.1.2 \u4f7f\u7528 Ollama \u5feb\u901f\u672c\u5730\u90e8\u7f72（\u6700\u7b80\u5355）<\/h4>\n

      Ollama \u662f\u76ee\u524d\u6700\u7b80\u5355\u7684\u672c\u5730\u5927\u6a21\u578b\u8fd0\u884c\u5de5\u5177，\u4e00\u884c\u547d\u4ee4\u5373\u53ef\u542f\u52a8：<\/p>\n

      1.\u4e0b\u8f7d\u5e76\u5b89\u88c5ollama<\/h5>\n

      Ollama \u5b98\u2f79: https:\/\/ollama.ai<\/p>\n

      \"\"<\/p>\n<\/p>\n

      2.\u9a8c\u8bc1<\/h5>\n

      \u5b89\u88c5\u5b8c\u6210\u540e，Ollama \u9ed8\u8ba4\u4f1a\u542f\u52a8\u3002<\/p>\n

      \u8bbf\u95ee: http:\/\/127.0.0.1:11434<\/p>\n

      \"\"<\/p>\n

      3.\u62c9\u53d6\u6a21\u578b<\/h5>\n

      # \u62c9\u53d6\u5e76\u8fd0\u884c\u6a21\u578b
      \nollama run llama3 # \u8fd0\u884c Llama 3 8B
      \nollama run qwen2 # \u8fd0\u884c\u901a\u4e49\u5343\u95ee 2
      \nollama run deepseek-coder # \u8fd0\u884c DeepSeek Coder<\/p>\n

      # \u5217\u51fa\u5df2\u4e0b\u8f7d\u7684\u6a21\u578b
      \nollama list<\/p>\n

      # API \u65b9\u5f0f\u8c03\u7528\u672c\u5730\u6a21\u578b
      \ncurl http:\/\/localhost:11434\/api\/generate -d '{
      \n "model": "llama3",
      \n "prompt": "\u4f60\u597d，\u8bf7\u4ecb\u7ecd\u4e00\u4e0b\u81ea\u5df1"
      \n}' <\/p>\n

      \"\"<\/p>\n

      \"\"<\/p>\n

      4.\u8fd0\u884c\u6a21\u578b<\/h5>\n

      ollama run + \u81ea\u5df1\u62c9\u53d6\u7684\u6a21\u578b\u5b8c\u6574\u540d <\/p>\n

      \"\"<\/p>\n

      5.\u901a\u8fc7\u63a5\u53e3\u8c03\u7528<\/h5>\n

      curl "http:\/\/127.0.0.1:11434\/api\/chat" \\\\
      \n-d '{
      \n"model": "deepseek-r1:1.5b",
      \n"messages":[
      \n{"role": "user", "content": "\u5938\u5938\u6211"}
      \n],
      \n"stream": false
      \n}' <\/p>\n

      \"\"<\/p>\n

      1.3 SDK\u63a5\u5165<\/h3>\n

      \u8fd9\u5e76\u975e\u4e00\u79cd\u72ec\u7acb\u7684\u63a5\u5165\u65b9\u5f0f，\u800c\u662f\u5bf9\u7b2c\u4e00\u79cd API \u63a5\u5165\u7684\u5c01\u88c5\u548c\u7b80\u5316<\/span>\u3002\u6a21\u578b\u63d0\u4f9b\u5546\u901a\u5e38\u4f1a\u53d1\u5e03\u5b98\u65b9\u7f16\u7a0b\u8bed\u8a00 SDK，\u4e3a\u6211\u4eec\u5c01\u88c5\u597d\u4e86\u5e95\u5c42\u7684 HTTP \u8bf7\u6c42\u7ec6\u8282，\u63d0\u4f9b\u4e00\u4e2a\u66f4\u7b26\u5408\u7f16\u7a0b\u4e60\u60ef\u7684\u3001\u8bed\u8a00\u7279\u5b9a\u7684\u51fd\u6570\u5e93\u3002<\/p>\n

      \u5178\u578b\u6d41\u7a0b（\u4ee5 Deepseek\u00a0Python SDK \u4e3a\u4f8b）：<\/p>\n

      DeepSeek \u7684\u63a5\u53e3\u5b8c\u5168\u517c\u5bb9 OpenAI \u63a5\u53e3\u534f\u8bae，\u65e0\u9700\u5355\u72ec\u5b89\u88c5 DeepSeek \u4e13\u5c5e SDK，\u76f4\u63a5\u4f7f\u7528 openai \u5b98\u65b9 SDK \u5373\u53ef\u8c03\u7528：<\/p>\n

      1.3.1 \u5b89\u88c5\u4f9d\u8d56\u5e93<\/h4>\n

      pip install openai <\/p>\n

      1.3.2 \u6253\u5f00\u7f16\u8bd1\u5668\u5efa\u4e00\u4e2apython\u6587\u4ef6<\/h4>\n

      1.3.3\u00a0\u53d1\u9001HTTP\u8bf7\u6c42<\/h4>\n

      \u76f4\u63a5\u590d\u5236\u5230\u6587\u4ef6\u4e2d<\/p>\n

      from openai import OpenAI<\/p>\n

      client = OpenAI(
      \n api_key="\u4f60\u7684DeepSeek\u5bc6\u94a5",
      \n base_url="https:\/\/api.deepseek.com" # \u5bf9\u63a5DeepSeek\u63a5\u53e3\u5730\u5740
      \n)<\/p>\n

      res = client.chat.completions.create(
      \n model="deepseek-chat", # \u6a21\u578b：deepseek-chat\u901a\u7528\u5bf9\u8bdd \/ deepseek-reasoner\u63a8\u7406\u6a21\u578b
      \n messages=[{"role": "user", "content": "\u4f60\u597d"}]
      \n)
      \nprint(res.choices[0].message.content) <\/p>\n

      \"\"<\/p>\n

      \u4e8c\u3001\u95ee\u9898\u4e0e\u601d\u8003<\/h2>\n

      1. \u4e09\u79cd\u63a5\u5165\u65b9\u5f0f\u5982\u4f55\u9009\u62e9？<\/h3>\n
    • \u770b\u6570\u636e\u654f\u611f\u6027 \u5982\u679c\u6570\u636e\u6781\u5176\u654f\u611f，\u5fc5\u987b\u7559\u5728\u5185\u90e8，\u672c\u5730\u90e8\u7f72\u662f\u552f\u4e00\u9009\u62e9\u3002<\/li>\n
    • \u770b\u6280\u672f\u5b9e\u529b\u548c\u8d44\u6e90 \u5982\u679c\u56e2\u961f\u6ca1\u6709\u5f3a\u5927\u7684 MLops（\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4）\u80fd\u529b，\u4e5f\u6ca1\u6709\u9884\u7b97\u8d2d\u4e70\u548c\u7ef4\u62a4 GPU \u670d\u52a1\u5668，\u4e91\u7aef API \u662f\u66f4\u5b9e\u9645\u7684\u9009\u62e9\u3002<\/li>\n
    • \u770b\u6210\u672c\u548c\u89c4\u6a21 \u5982\u679c\u5e94\u7528\u89c4\u6a21\u5f88\u5927，\u957f\u671f\u6765\u770b，\u672c\u5730\u90e8\u7f72\u7684\u56fa\u5b9a\u6210\u672c\u53ef\u80fd\u4f4e\u4e8e\u6301\u7eed\u7684 API \u8c03\u7528\u8d39\u7528\u3002\u53cd\u4e4b，\u5c0f\u89c4\u6a21\u5e94\u7528\u7528 API \u66f4\u5212\u7b97\u3002<\/li>\n
    • \u770b\u5b9a\u5236\u9700\u6c42 \u5982\u679c\u53ea\u662f\u4f7f\u7528\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b，\u4e91\u7aef API \u8db3\u591f\u3002\u5982\u679c\u9700\u8981\u7528\u81ea\u5df1\u7684\u6570\u636e\u5fae\u8c03\u6a21\u578b，\u5219\u9700\u8981\u9009\u62e9\u652f\u6301\u5fae\u8c03\u7684 API \u6216\u76f4\u63a5\u672c\u5730\u90e8\u7f72\u3002<\/li>\n
      \n

      2. \u539f\u751f LLM \u65e0\u8bba\u54ea\u79cd\u63a5\u5165\u65b9\u5f0f\u90fd\u5b58\u5728\u9650\u5236，\u539f\u56e0：<\/h3>\n

      1. \u8f93\u5165\u957f\u5ea6\u9650\u5236<\/h4>\n

      \u6240\u6709 LLM \u90fd\u6709\u56fa\u5b9a\u7684\u8f93\u5165\u957f\u5ea6（\u5982 4K\u30018K\u3001128K\u3001400K Token）\u3002\u6211\u4eec\u65e0\u6cd5\u5c06\u4e00\u672c\u51e0\u767e\u9875\u7684 PDF \u6216\u6574\u4e2a\u516c\u53f8\u77e5\u8bc6\u5e93\u76f4\u63a5\u585e\u7ed9\u6a21\u578b\u3002 \u793a\u4f8b：GPT-5 \u6700\u5927\u62e5\u6709 400000 \u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u3002<\/p>\n

      2. \u7f3a\u4e4f\u79c1\u6709\u77e5\u8bc6<\/h4>\n

      \u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u6709\u622a\u6b62\u65e5\u671f，\u4e14\u4e0d\u5305\u542b\u6211\u4eec\u7684\u79c1\u4eba\u6570\u636e（\u5982\u516c\u53f8\u5185\u90e8\u6587\u6863\u3001\u4e2a\u4eba\u7b14\u8bb0\u7b49）\u3002\u8ba9\u5b83\u57fa\u4e8e\u8fd9\u4e9b\u77e5\u8bc6\u56de\u7b54\u95ee\u9898，\u975e\u5e38\u56f0\u96be\u3002\u00a0<\/p>\n

      3. \u590d\u6742\u4efb\u52a1\u5904\u7406\u80fd\u529b\u5f31<\/h4>\n

      \u539f\u751f API \u672c\u8d28\u662f\u4e00\u4e2a\u300c\u4e00\u95ee\u4e00\u7b54\u300d\u7684\u63a5\u53e3\u3002\u5bf9\u4e8e\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\u7684\u590d\u6742\u4efb\u52a1（\u5982\u300c\u5206\u6790\u8fd9\u4efd\u8d22\u62a5，\u603b\u7ed3\u8981\u70b9，\u5e76\u751f\u6210\u4e00\u4efd PPT \u5927\u7eb2\u300d），\u9700\u8981\u81ea\u884c\u7f16\u5199\u590d\u6742\u903b\u8f91\u62c6\u89e3\u4efb\u52a1\u3001\u591a\u6b21\u8c03\u7528 API \u5e76\u7ba1\u7406\u4e2d\u95f4\u72b6\u6001\u3002<\/p>\n

      4. \u8f93\u51fa\u683c\u5f0f\u4e0d\u53ef\u63a7<\/h4>\n

      \u867d\u7136\u53ef\u4ee5\u901a\u8fc7\u63d0\u793a\u8bcd\u8981\u6c42\u6a21\u578b\u8f93\u51fa JSON \u6216\u7279\u5b9a\u683c\u5f0f，\u4f46\u6a21\u578b\u4ecd\u53ef\u80fd\u4ea7\u751f\u683c\u5f0f\u9519\u8bef\u6216\u4e0d\u5408\u89c4\u5185\u5bb9，\u9700\u8981\u81ea\u884c\u7f16\u5199\u540e\u5904\u7406\u4ee3\u7801\u6821\u9a8c\u548c\u6e05\u6d17\u3002<\/p>\n

      \u6587\u672b\u8865\u5145：\u50cf LangChain \u8fd9\u7c7b\u6846\u67b6，\u6b63\u662f\u4e3a\u7cfb\u7edf\u6027\u89e3\u51b3\u4ee5\u4e0a\u95ee\u9898\u800c\u8bde\u751f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u6458\u8981：\u672c\u6587\u6df1\u5165\u8bb2\u89e3 LLM \u7684\u4e09\u79cd\u4e3b\u6d41\u63a5\u5165\u65b9\u5f0f\u2014\u2014API \u63a5\u5165\u3001\u672c\u5730\u90e8\u7f72\u63a5\u5165\u3001SDK \u63a5\u5165，\u4ece\u73af\u5883\u51c6\u5907\u5230\u4ee3\u7801\u5b9e\u6218，\u624b\u628a\u624b\u6559\u4f60\u5c06\u5927\u6a21\u578b\u80fd\u529b\u96c6\u6210\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\u3002\u6587\u7ae0\u5305\u542b\u5b8c\u6574\u7684\u4ee3\u7801\u793a\u4f8b\u3001\u4f18\u7f3a\u70b9\u5bf9\u6bd4\u548c\u5e38\u89c1\u95ee\u9898\u5206\u6790，\u52a9\u4f60\u6839\u636e\u4e1a\u52a1\u573a\u666f\u9009\u62e9\u6700\u5408\u9002\u7684\u63a5\u5165\u65b9\u6848\u3002 \u4e00\u3001LLM \u7684\u63a5\u5165\u65b9\u5f0f
      \n\u5728\u524d\u9762\u7684\u7ae0\u8282\u4e2d，\u6211\u4eec\u5df2\u7ecf\u7cfb\u7edf\u4e86\u89e3\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u672c\u6982\u5ff5\u3001\u6838\u5fc3\u80fd\u529b\u548c\u63d0\u793a\u8bcd\u7f16\u5199\u6280\u5de7\u3002\u90a3\u4e48，\u5982\u4f55\u5c06\u8fd9\u4e9b\u5f3a\u5927\u7684\u80fd\u529b\u771f\u6b63\u63a5\u5165\u5230\u81ea\u5df1\u7684<\/p>\n","protected":false},"author":2,"featured_media":91443,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[997,75],"topic":[],"class_list":["post-91460","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-langchain","tag-llm"],"yoast_head":"\nLLM \u5927\u6a21\u578b\u4e09\u79cd\u4e3b\u6d41\u63a5\u5165\u65b9\u5f0f\u8be6\u89e3\uff08API \/ \u672c\u5730\u90e8\u7f72 \/ SDK\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/91460.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM \u5927\u6a21\u578b\u4e09\u79cd\u4e3b\u6d41\u63a5\u5165\u65b9\u5f0f\u8be6\u89e3\uff08API \/ \u672c\u5730\u90e8\u7f72 \/ SDK\uff09 - 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